Wycliff Ochieng@Wyckie

Our project introduces a fully automated, multi-agent incident response system designed to reduce software downtime from hours to seconds. By leveraging the Band SDK for seamless agent-to-agent communication, the system operates as a continuous pipeline that detects, diagnoses, and resolves runtime errors without manual intervention. The Architecture: Agent 1: The Sentry (Diagnostics & Triaging): Acting as the first line of defense, this agent intercepts raw, unstructured crash logs. Using LangChain and Qwen2.5-Coder, it deterministically parses messy logs into strict, Pydantic-validated JSON payloads (extracting error type, severity, and stack traces) and securely publishes them to a designated Band Room. Agent 2: The Patch Engineer (Resolution): Operating asynchronously, this agent monitors the Band Room for new Sentry reports. Upon receiving a structured error payload, it utilizes Mistral (via the Featherless AI API) to analyze the fault and generate a targeted, executable code patch. Agent 3: Command Center & Reviewer (Oversight): The entire ecosystem is visualized through a centralized Streamlit dashboard. Before any code is pushed, a CrewAI-powered Reviewer Agent evaluates the Patch Engineer's proposed fix for security and structural integrity, ensuring human-in-the-loop visibility and control. Key Technologies: Band SDK, LangChain, Qwen2.5-Coder, Mistral (Featherless AI), CrewAI, Streamlit, and Pydantic. Impact: By combining structured LLM outputs with multi-agent networking, we have created a scalable, intelligent DevOps automation tool that treats runtime errors not as blockers, but as instantly solvable data events.

📅 June 12–19, 2026 • June 12: Kick-off Stream • June 12–19: Online Build Phase • June 19: Project Submissions Ends 🌍 Fully online hackathon. Join and build from anywhere in the world. 🤝 Build practical enterprise workflows where AI agents communicate, coordinate, exchange context, and complete work together. 🧠 Powered by Band and Codeband, built for collaborative AI systems and agent orchestration. 🏆 Prize Pool: $10,000+ 🧑‍💻 Apply now to build the next generation of enterprise multi-agent systems.